How Should Publishers Evaluate AEO and GEO Service Providers?

Choose an AEO or GEO provider by comparing the work you would actually buy—not by comparing labels or promises of AI citations. Give every candidate the same publishing brief, request a proposal against it, and check whether your team can approve and implement what the proposal requires.

Write the buying brief first

Name the publications and content types in scope, the audiences they serve, and the questions those readers need answered. Specify which AI search surfaces matter to you and why. Then state the business outcome: are you trying to improve the usefulness of existing articles, understand brand mentions, investigate referrals, or assess conversions? These are different assignments.

List your constraints, too. Who can edit an article, approve a factual change, publish a new page, change structured data, or review a third-party post? If one editor has two hours a week, a proposal for a steady stream of new articles needs either substantial provider execution or a different scope.

Ask each candidate what AEO or GEO means in its proposal. Victorious says many people use the terms synonymously, while Marcel Digital says it uses AEO for its broader process. Neither convention tells you who will revise a page or how a reported citation will be counted.

Put proposals in the same worksheet

Request an itemized scope and cost for the same brief. A useful worksheet has one column per provider and a final column for the publisher’s required work:

Compare	Ask each provider to specify
Audit	Pages and questions reviewed; named surfaces and conditions checked; deliverable and prioritization method
Existing pages	Which pages change, what changes, who writes and approves them
New content	Proposed pieces, why existing material cannot answer the question, and who produces them
Technical work	Structured-data and site changes, access needed, implementation owner, and verification output
Third-party activity	Platforms, proposed posts or placements, approval rights, and any separate costs
Measurement	Captures and definitions behind each metric, reporting cadence, and access to underlying records
Commercial terms	Fees, additional charges, publisher hours, start conditions, and cancellation terms

The distinctions are practical, not semantic. Victorious describes starting with existing assets, including Q&A restructuring or summaries, and recommending new material for questions those assets do not address. AEOEngine describes content architecture, structured data, and activity on platforms including Reddit and Quora. Marcel Digital describes a readiness review, implementation sprint, measurement, and ongoing optimization. These are descriptions of offered work, not evidence that one approach will produce better results for your publication. Ask for the page list, outputs, and owner at each step.

Treat technical work as a deliverable to inspect, not an outcome to assume. A proposal to add structured data should say what will be changed, who can deploy it, and how the implementation will be checked. That check would establish the state of the implementation; it would not establish that an answer engine will cite the page.

Ask to see the report before buying the reporting

Request a sample report with its definitions and, where confidentiality permits, a relevant case example. For each visibility measure, ask: Which questions were tested? On what dates, in which locale and product mode? Were results recorded as answer captures, citations, brand mentions, or something else? Can you inspect the captured answers? If a score combines these observations, request the calculation and the underlying counts.

For example, Victorious describes browsing-enabled test prompts for ChatGPT and Claude, alongside spot checks, tools, and server-log analysis. If a proposal uses that approach, ask to see the prompt set and which observations came from answer captures rather than logs. A log observation and a captured citation answer different questions. AEOEngine advertises weekly reporting on visibility, citations, traffic attribution, and conversions; the sample should show how each is defined and where the conversion figures come from.

Keep the stages separate when reading a report. A page being accessible, a captured answer citing it, a brand mention, a recorded referral, and an attributed conversion are not interchangeable observations. Ask what referral classification and conversion attribution rules were used, what records you can verify, and whether the report distinguishes observed changes from possible explanations. A citation count alone cannot tell you how many readers visited or converted.

Read the contract alongside the sample report. Confirm the number and format of deliverables, editorial approval rights, whether third-party posting requires sign-off, reporting cadence, total price, and cancellation terms. AEOEngine advertises services starting at $1,597 per month; use that as a detail of its stated offer, not a market price or a substitute for a complete quote. Ask whether implementation, content production, and third-party activity are included in your proposed fee.

Make the choice against your capacity

Suppose a small publisher has one editor available for two hours a week. Its brief prioritizes improving six existing explainers and understanding whether answer visibility is associated with measurable referrals. Two hypothetical providers respond:

Requirement	Proposal A	Proposal B
Six-page revision plan	Evidenced: names pages and provides a sample edit	Claimed: promises to “optimize content” without a page list
Editorial workload	Evidenced: provider drafts; editor approves	Unanswered: publisher may need to draft new articles
Visibility reporting	Evidenced: sample includes questions, captures, dates, and metric definitions	Claimed: dashboard promises more citations but offers no sample
Referrals and conversions	Unanswered: attribution method still needed	Unanswered: forecast gives no attribution method
Fees and exit	Evidenced: itemized quote and cancellation clause	Unanswered: third-party posting cost and exit terms unclear

These are invented proposals, not measured results. Mark a requirement evidenced when the proposal, sample work, report, or contract lets you inspect it; claimed when it appears only as an assertion; and unanswered when the provider has not addressed it. Proposal A is the more feasible shortlist choice for this publisher, but it still needs an attribution answer. Proposal B’s citation forecast does not resolve its workload or cost gaps.

Before signing, ask for the relevant case example with its pages, period, measurement conditions, and publisher workload. Then resolve four questions: Who makes and approves each change? What observations can we verify ourselves? How are referrals and conversions attributed? What do we pay, and how do we stop? A useful provider should be able to answer those without asking you to treat a promised citation as a business result.